{"id":"W4415874558","doi":"10.7196/samj.2025.v115i9b.3744","title":"Prevention and harm reduction of obesity (clinical prevention)","year":2025,"lang":"en","type":"review","venue":"South African Medical Journal","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Obesity Canada","keywords":"Psychosocial; Obesity; Weight gain; Psychological intervention; Harm; Primary care; Health care; Weight loss","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01192397,0.001462661,0.002111346,0.001743107,0.001833392,0.006215847,0.003319155,0.01381253,0.1175147],"category_scores_gemma":[0.05803689,0.0007159894,0.002400068,0.001330095,0.001896741,0.006347701,0.008254327,0.01752683,0.03845817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003211338,"about_ca_system_score_gemma":0.01658995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004526075,"about_ca_topic_score_gemma":0.006406868,"domain_scores_codex":[0.9865826,0.007018364,0.000861914,0.0008280519,0.003669776,0.001039186],"domain_scores_gemma":[0.9575865,0.01708393,0.002837022,0.00156409,0.009671122,0.01125728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000521581,0.0001806867,0.0002164136,0.002323297,0.00004197813,0.00006092059,0.0001723993,0.0000353576,0.00005071876,0.005110408,0.8611089,0.1306468],"study_design_scores_gemma":[0.0004275171,0.0002516623,0.003613204,0.02531162,0.0001054766,0.0003312165,0.0005679529,0.0001356982,0.0001382335,0.01862284,0.9504418,0.00005273885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0004312502,0.05248817,0.001768925,0.8252162,0.03914917,0.000853321,0.001025586,0.0004345082,0.07863288],"genre_scores_gemma":[0.01108629,0.1195871,0.01334276,0.7221073,0.06551921,0.003412528,0.00157479,0.0002857073,0.06308427],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1175147,"threshold_uncertainty_score":0.393126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1778576559201862,"score_gpt":0.5548416043381575,"score_spread":0.3769839484179713,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}